KDDCup'99 DataSet Pandas Profiling Report

Dataset statistics

Number of variables	42
Number of observations	311029
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	10855
Duplicate rows (%)	3.5%
Total size in memory	162.2 MiB
Average record size in memory	546.7 B

Variable types

Numeric	26
Categorical	16

Alerts

`num_outbound_cmds` has constant value "0"	Constant
Dataset has 10855 (3.5%) duplicate rows	Duplicates
`service` has a high cardinality: 65 distinct values	High cardinality
`src_bytes` is highly correlated with `srv_count` and 9 other fields	High correlation
`dst_bytes` is highly correlated with `logged_in` and 4 other fields	High correlation
`hot` is highly correlated with `num_compromised` and 1 other fields	High correlation
`logged_in` is highly correlated with `dst_bytes` and 3 other fields	High correlation
`num_compromised` is highly correlated with `hot`	High correlation
`root_shell` is highly correlated with `num_root`	High correlation
`num_root` is highly correlated with `root_shell`	High correlation
`is_guest_login` is highly correlated with `hot`	High correlation
`count` is highly correlated with `dst_bytes` and 3 other fields	High correlation
`srv_count` is highly correlated with `src_bytes` and 6 other fields	High correlation
`serror_rate` is highly correlated with `srv_serror_rate` and 3 other fields	High correlation
`srv_serror_rate` is highly correlated with `serror_rate` and 2 other fields	High correlation
`rerror_rate` is highly correlated with `src_bytes` and 9 other fields	High correlation
`srv_rerror_rate` is highly correlated with `src_bytes` and 9 other fields	High correlation
`same_srv_rate` is highly correlated with `src_bytes` and 9 other fields	High correlation
`diff_srv_rate` is highly correlated with `src_bytes` and 10 other fields	High correlation
`dst_host_count` is highly correlated with `dst_bytes` and 2 other fields	High correlation
`dst_host_srv_count` is highly correlated with `src_bytes` and 10 other fields	High correlation
`dst_host_same_srv_rate` is highly correlated with `src_bytes` and 10 other fields	High correlation
`dst_host_diff_srv_rate` is highly correlated with `src_bytes` and 10 other fields	High correlation
`dst_host_same_src_port_rate` is highly correlated with `src_bytes` and 11 other fields	High correlation
`dst_host_srv_diff_host_rate` is highly correlated with `dst_bytes` and 2 other fields	High correlation
`dst_host_serror_rate` is highly correlated with `serror_rate` and 2 other fields	High correlation
`dst_host_srv_serror_rate` is highly correlated with `serror_rate` and 2 other fields	High correlation
`dst_host_rerror_rate` is highly correlated with `rerror_rate` and 8 other fields	High correlation
`dst_host_srv_rerror_rate` is highly correlated with `src_bytes` and 9 other fields	High correlation
`hot` is highly correlated with `num_file_creations`	High correlation
`logged_in` is highly correlated with `count` and 1 other fields	High correlation
`num_compromised` is highly correlated with `su_attempted` and 1 other fields	High correlation
`su_attempted` is highly correlated with `num_compromised` and 1 other fields	High correlation
`num_root` is highly correlated with `num_compromised` and 1 other fields	High correlation
`num_file_creations` is highly correlated with `hot`	High correlation
`count` is highly correlated with `logged_in` and 2 other fields	High correlation
`srv_count` is highly correlated with `count` and 3 other fields	High correlation
`serror_rate` is highly correlated with `srv_serror_rate` and 2 other fields	High correlation
`srv_serror_rate` is highly correlated with `serror_rate` and 2 other fields	High correlation
`rerror_rate` is highly correlated with `srv_rerror_rate` and 5 other fields	High correlation
`srv_rerror_rate` is highly correlated with `rerror_rate` and 5 other fields	High correlation
`same_srv_rate` is highly correlated with `rerror_rate` and 6 other fields	High correlation
`diff_srv_rate` is highly correlated with `dst_host_diff_srv_rate`	High correlation
`dst_host_count` is highly correlated with `logged_in`	High correlation
`dst_host_srv_count` is highly correlated with `srv_count` and 7 other fields	High correlation
`dst_host_same_srv_rate` is highly correlated with `srv_count` and 7 other fields	High correlation
`dst_host_diff_srv_rate` is highly correlated with `diff_srv_rate`	High correlation
`dst_host_same_src_port_rate` is highly correlated with `count` and 4 other fields	High correlation
`dst_host_serror_rate` is highly correlated with `serror_rate` and 2 other fields	High correlation
`dst_host_srv_serror_rate` is highly correlated with `serror_rate` and 2 other fields	High correlation
`dst_host_rerror_rate` is highly correlated with `rerror_rate` and 5 other fields	High correlation
`dst_host_srv_rerror_rate` is highly correlated with `rerror_rate` and 5 other fields	High correlation
`src_bytes` is highly correlated with `same_srv_rate` and 5 other fields	High correlation
`dst_bytes` is highly correlated with `logged_in` and 3 other fields	High correlation
`hot` is highly correlated with `num_compromised` and 1 other fields	High correlation
`logged_in` is highly correlated with `dst_bytes` and 2 other fields	High correlation
`num_compromised` is highly correlated with `hot`	High correlation
`root_shell` is highly correlated with `num_root`	High correlation
`num_root` is highly correlated with `root_shell`	High correlation
`is_guest_login` is highly correlated with `hot`	High correlation
`count` is highly correlated with `dst_bytes` and 2 other fields	High correlation
`srv_count` is highly correlated with `count` and 3 other fields	High correlation
`serror_rate` is highly correlated with `srv_serror_rate` and 2 other fields	High correlation
`srv_serror_rate` is highly correlated with `serror_rate` and 2 other fields	High correlation
`rerror_rate` is highly correlated with `srv_rerror_rate` and 7 other fields	High correlation
`srv_rerror_rate` is highly correlated with `rerror_rate` and 7 other fields	High correlation
`same_srv_rate` is highly correlated with `src_bytes` and 9 other fields	High correlation
`diff_srv_rate` is highly correlated with `src_bytes` and 9 other fields	High correlation
`dst_host_count` is highly correlated with `dst_bytes` and 2 other fields	High correlation
`dst_host_srv_count` is highly correlated with `src_bytes` and 10 other fields	High correlation
`dst_host_same_srv_rate` is highly correlated with `src_bytes` and 9 other fields	High correlation
`dst_host_diff_srv_rate` is highly correlated with `src_bytes` and 10 other fields	High correlation
`dst_host_same_src_port_rate` is highly correlated with `src_bytes` and 8 other fields	High correlation
`dst_host_srv_diff_host_rate` is highly correlated with `dst_bytes` and 2 other fields	High correlation
`dst_host_serror_rate` is highly correlated with `serror_rate` and 2 other fields	High correlation
`dst_host_srv_serror_rate` is highly correlated with `serror_rate` and 2 other fields	High correlation
`dst_host_rerror_rate` is highly correlated with `rerror_rate` and 8 other fields	High correlation
`dst_host_srv_rerror_rate` is highly correlated with `rerror_rate` and 7 other fields	High correlation
`root_shell` is highly correlated with `num_outbound_cmds`	High correlation
`is_guest_login` is highly correlated with `service` and 1 other fields	High correlation
`num_shells` is highly correlated with `num_outbound_cmds`	High correlation
`service` is highly correlated with `is_guest_login` and 4 other fields	High correlation
`deu_ruim_ou_nao` is highly correlated with `service` and 3 other fields	High correlation
`is_host_login` is highly correlated with `num_outbound_cmds`	High correlation
`num_outbound_cmds` is highly correlated with `root_shell` and 14 other fields	High correlation
`num_failed_logins` is highly correlated with `num_outbound_cmds`	High correlation
`flag` is highly correlated with `num_outbound_cmds`	High correlation
`logged_in` is highly correlated with `service` and 3 other fields	High correlation
`protocol_type` is highly correlated with `service` and 3 other fields	High correlation
`land` is highly correlated with `num_outbound_cmds`	High correlation
`num_access_files` is highly correlated with `num_outbound_cmds` and 1 other fields	High correlation
`urgent` is highly correlated with `num_outbound_cmds`	High correlation
`wrong_fragment` is highly correlated with `num_outbound_cmds`	High correlation
`su_attempted` is highly correlated with `num_outbound_cmds` and 1 other fields	High correlation
`duration` is highly correlated with `num_file_creations`	High correlation
`protocol_type` is highly correlated with `service` and 12 other fields	High correlation
`service` is highly correlated with `protocol_type` and 22 other fields	High correlation
`flag` is highly correlated with `protocol_type` and 13 other fields	High correlation
`wrong_fragment` is highly correlated with `dst_host_srv_diff_host_rate`	High correlation
`urgent` is highly correlated with `root_shell` and 1 other fields	High correlation
`hot` is highly correlated with `num_file_creations`	High correlation
`num_failed_logins` is highly correlated with `service`	High correlation
`logged_in` is highly correlated with `service` and 6 other fields	High correlation
`num_compromised` is highly correlated with `su_attempted` and 2 other fields	High correlation
`root_shell` is highly correlated with `urgent` and 1 other fields	High correlation
`su_attempted` is highly correlated with `num_compromised` and 2 other fields	High correlation
`num_root` is highly correlated with `urgent` and 3 other fields	High correlation
`num_file_creations` is highly correlated with `duration` and 1 other fields	High correlation
`num_shells` is highly correlated with `root_shell`	High correlation
`num_access_files` is highly correlated with `num_compromised` and 2 other fields	High correlation
`is_guest_login` is highly correlated with `service`	High correlation
`count` is highly correlated with `protocol_type` and 14 other fields	High correlation
`srv_count` is highly correlated with `protocol_type` and 8 other fields	High correlation
`serror_rate` is highly correlated with `flag` and 6 other fields	High correlation
`srv_serror_rate` is highly correlated with `flag` and 6 other fields	High correlation
`rerror_rate` is highly correlated with `protocol_type` and 13 other fields	High correlation
`srv_rerror_rate` is highly correlated with `protocol_type` and 12 other fields	High correlation
`same_srv_rate` is highly correlated with `protocol_type` and 12 other fields	High correlation
`diff_srv_rate` is highly correlated with `service` and 4 other fields	High correlation
`srv_diff_host_rate` is highly correlated with `service` and 2 other fields	High correlation
`dst_host_count` is highly correlated with `service` and 4 other fields	High correlation
`dst_host_srv_count` is highly correlated with `protocol_type` and 13 other fields	High correlation
`dst_host_same_srv_rate` is highly correlated with `protocol_type` and 13 other fields	High correlation
`dst_host_diff_srv_rate` is highly correlated with `service` and 3 other fields	High correlation
`dst_host_same_src_port_rate` is highly correlated with `protocol_type` and 9 other fields	High correlation
`dst_host_srv_diff_host_rate` is highly correlated with `service` and 1 other fields	High correlation
`dst_host_serror_rate` is highly correlated with `service` and 8 other fields	High correlation
`dst_host_srv_serror_rate` is highly correlated with `service` and 9 other fields	High correlation
`dst_host_rerror_rate` is highly correlated with `protocol_type` and 14 other fields	High correlation
`dst_host_srv_rerror_rate` is highly correlated with `protocol_type` and 11 other fields	High correlation
`deu_ruim_ou_nao` is highly correlated with `protocol_type` and 10 other fields	High correlation
`duration` is highly skewed (γ1 = 55.70336655)	Skewed
`src_bytes` is highly skewed (γ1 = 432.7522283)	Skewed
`dst_bytes` is highly skewed (γ1 = 185.3375224)	Skewed
`hot` is highly skewed (γ1 = 136.2931811)	Skewed
`num_compromised` is highly skewed (γ1 = 339.3717648)	Skewed
`num_root` is highly skewed (γ1 = 338.8591352)	Skewed
`num_file_creations` is highly skewed (γ1 = 460.8670439)	Skewed
`dst_host_srv_diff_host_rate` is highly skewed (γ1 = 21.57807214)	Skewed
`duration` has 298054 (95.8%) zeros	Zeros
`src_bytes` has 62903 (20.2%) zeros	Zeros
`dst_bytes` has 235821 (75.8%) zeros	Zeros
`hot` has 309127 (99.4%) zeros	Zeros
`num_compromised` has 309911 (99.6%) zeros	Zeros
`num_root` has 310972 (> 99.9%) zeros	Zeros
`num_file_creations` has 310944 (> 99.9%) zeros	Zeros
`serror_rate` has 289894 (93.2%) zeros	Zeros
`srv_serror_rate` has 291623 (93.8%) zeros	Zeros
`rerror_rate` has 265596 (85.4%) zeros	Zeros
`srv_rerror_rate` has 266116 (85.6%) zeros	Zeros
`diff_srv_rate` has 248855 (80.0%) zeros	Zeros
`srv_diff_host_rate` has 288817 (92.9%) zeros	Zeros
`dst_host_same_srv_rate` has 5710 (1.8%) zeros	Zeros
`dst_host_diff_srv_rate` has 209496 (67.4%) zeros	Zeros
`dst_host_same_src_port_rate` has 107423 (34.5%) zeros	Zeros
`dst_host_srv_diff_host_rate` has 281535 (90.5%) zeros	Zeros
`dst_host_serror_rate` has 287112 (92.3%) zeros	Zeros
`dst_host_srv_serror_rate` has 289809 (93.2%) zeros	Zeros
`dst_host_rerror_rate` has 255123 (82.0%) zeros	Zeros
`dst_host_srv_rerror_rate` has 262774 (84.5%) zeros	Zeros

Reproduction

Analysis started	2021-12-24 20:25:08.507291
Analysis finished	2021-12-24 20:29:21.282988
Duration	4 minutes and 12.78 seconds
Software version	pandas-profiling v3.1.0
Download configuration	config.json

duration
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED
ZEROS

Distinct	745
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	17.90273576

Minimum	0
Maximum	57715
Zeros	298054
Zeros (%)	95.8%
Negative	0
Negative (%)	0.0%
Memory size	2.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	57715
Range	57715
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	407.6444
Coefficient of variation (CV)	22.76995011
Kurtosis	5711.072975
Mean	17.90273576
Median Absolute Deviation (MAD)	0
Skewness	55.70336655
Sum	5568270
Variance	166173.9568
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	298054	95.8%
1	6008	1.9%
4	3320	1.1%
280	525	0.2%
5	289	0.1%
3	261	0.1%
282	259	0.1%
2	204	0.1%
281	158	0.1%
283	89	< 0.1%
Other values (735)	1862	0.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	298054	95.8%
1	6008	1.9%
2	204	0.1%
3	261	0.1%
4	3320	1.1%
5	289	0.1%
6	68	< 0.1%
7	40	< 0.1%
8	29	< 0.1%
9	30	< 0.1%

Value	Count	Frequency (%)
57715	1	< 0.1%
54451	1	< 0.1%
53771	1	< 0.1%
53011	1	< 0.1%
47114	1	< 0.1%
42689	1	< 0.1%
38701	1	< 0.1%
22174	1	< 0.1%
20741	1	< 0.1%
16500	1	< 0.1%

protocol_type
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	18.0 MiB

icmp	164969
tcp	119357
udp	26703

Length

Max length	4
Median length	4
Mean length	3.530397487
Min length	3

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	udp
2nd row	udp
3rd row	udp
4th row	udp
5th row	udp

Common Values

Value	Count	Frequency (%)
icmp	164969	53.0%
tcp	119357	38.4%
udp	26703	8.6%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
icmp	164969	53.0%
tcp	119357	38.4%
udp	26703	8.6%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

service
Categorical

HIGH CARDINALITY
HIGH CORRELATION
HIGH CORRELATION

Distinct	65
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	18.5 MiB

ecr_i	164352
private	78510
http	41237
smtp	8268
pop_3	3972
Other values (60)	14690

Length

Max length	11
Median length	5
Mean length	5.406450845
Min length	3

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	private
2nd row	private
3rd row	private
4th row	private
5th row	private

Common Values

Value	Count	Frequency (%)
ecr_i	164352	52.8%
private	78510	25.2%
http	41237	13.3%
smtp	8268	2.7%
pop_3	3972	1.3%
domain_u	3160	1.0%
ftp_data	2223	0.7%
other	2185	0.7%
telnet	2077	0.7%
ftp	837	0.3%
Other values (55)	4208	1.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
ecr_i	164352	52.8%
private	78510	25.2%
http	41237	13.3%
smtp	8268	2.7%
pop_3	3972	1.3%
domain_u	3160	1.0%
ftp_data	2223	0.7%
other	2185	0.7%
telnet	2077	0.7%
ftp	837	0.3%
Other values (55)	4208	1.4%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

flag
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	11
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	17.5 MiB

SF	248379
REJ	41945
S0	18012
RSTO	1393
RSTR	872
Other values (6)	428

Length

Max length	6
Median length	2
Mean length	2.149461947
Min length	2

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	SF
2nd row	SF
3rd row	SF
4th row	SF
5th row	SF

Common Values

Value	Count	Frequency (%)
SF	248379	79.9%
REJ	41945	13.5%
S0	18012	5.8%
RSTO	1393	0.4%
RSTR	872	0.3%
S3	289	0.1%
SH	84	< 0.1%
S1	27	< 0.1%
S2	22	< 0.1%
OTH	4	< 0.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
sf	248379	79.9%
rej	41945	13.5%
s0	18012	5.8%
rsto	1393	0.4%
rstr	872	0.3%
s3	289	0.1%
sh	84	< 0.1%
s1	27	< 0.1%
s2	22	< 0.1%
oth	4	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

src_bytes
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
SKEWED
ZEROS

Distinct	2504
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1731.702192

Minimum	0
Maximum	62825648
Zeros	62903
Zeros (%)	20.2%
Negative	0
Negative (%)	0.0%
Memory size	2.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	105
median	520
Q3	1032
95-th percentile	1032
Maximum	62825648
Range	62825648
Interquartile range (IQR)	927

Descriptive statistics

Standard deviation	127656.7311
Coefficient of variation (CV)	73.71748541
Kurtosis	200756.1771
Mean	1731.702192
Median Absolute Deviation (MAD)	512
Skewness	432.7522283
Sum	538609601
Variance	1.629624098 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1032	108627	34.9%
0	62903	20.2%
520	48588	15.6%
105	19616	6.3%
508	6265	2.0%
2599	5000	1.6%
30	2371	0.8%
44	1169	0.4%
54540	1061	0.3%
45	976	0.3%
Other values (2494)	54453	17.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	62903	20.2%
1	602	0.2%
2	1	< 0.1%
5	14	< 0.1%
6	26	< 0.1%
7	44	< 0.1%
8	94	< 0.1%
9	57	< 0.1%
10	70	< 0.1%
11	10	< 0.1%

Value	Count	Frequency (%)
62825648	1	< 0.1%
31645608	1	< 0.1%
6291668	1	< 0.1%
3886954	1	< 0.1%
3131464	1	< 0.1%
2194619	1	< 0.1%
1262796	1	< 0.1%
501760	4	< 0.1%
294812	1	< 0.1%
286040	1	< 0.1%

dst_bytes
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
SKEWED
ZEROS

Distinct	9202
Distinct (%)	3.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	747.9936855

Minimum	0
Maximum	5203179
Zeros	235821
Zeros (%)	75.8%
Negative	0
Negative (%)	0.0%
Memory size	2.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2698
Maximum	5203179
Range	5203179
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	16120.17952
Coefficient of variation (CV)	21.55122407
Kurtosis	46092.23264
Mean	747.9936855
Median Absolute Deviation (MAD)	0
Skewness	185.3375224
Sum	232647728
Variance	259860187.7
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	235821	75.8%
146	8558	2.8%
147	5557	1.8%
293	4988	1.6%
93	3600	1.2%
105	1240	0.4%
44	1065	0.3%
8314	1053	0.3%
42	675	0.2%
174	591	0.2%
Other values (9192)	47881	15.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	235821	75.8%
1	478	0.2%
3	6	< 0.1%
4	36	< 0.1%
6	2	< 0.1%
7	1	< 0.1%
12	12	< 0.1%
15	221	0.1%
16	1	< 0.1%
17	15	< 0.1%

Value	Count	Frequency (%)
5203179	1	< 0.1%
3034929	1	< 0.1%
2881112	1	< 0.1%
2099247	1	< 0.1%
1888525	1	< 0.1%
1868080	1	< 0.1%
1833394	1	< 0.1%
1628489	1	< 0.1%
1612666	1	< 0.1%
1345927	1	< 0.1%

land
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	17.2 MiB

0	311020
1	9

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	311020	> 99.9%
1	9	< 0.1%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0	311020	> 99.9%
1	9	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

wrong_fragment
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	17.2 MiB

0	310882
1	102
3	45

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	310882	> 99.9%
1	102	< 0.1%
3	45	< 0.1%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0	310882	> 99.9%
1	102	< 0.1%
3	45	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

urgent
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	17.2 MiB

0	311019
1	5
2	4
3	1

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	311019	> 99.9%
1	5	< 0.1%
2	4	< 0.1%
3	1	< 0.1%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0	311019	> 99.9%
1	5	< 0.1%
2	4	< 0.1%
3	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

hot
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
SKEWED
ZEROS

Distinct	18
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.01467708799

Minimum	0
Maximum	101
Zeros	309127
Zeros (%)	99.4%
Negative	0
Negative (%)	0.0%
Memory size	2.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	101
Range	101
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.3120684661
Coefficient of variation (CV)	21.26228761
Kurtosis	37056.94357
Mean	0.01467708799
Median Absolute Deviation (MAD)	0
Skewness	136.2931811
Sum	4565
Variance	0.09738672754
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=18)

Value	Count	Frequency (%)
0	309127	99.4%
2	1633	0.5%
1	124	< 0.1%
4	54	< 0.1%
5	24	< 0.1%
6	14	< 0.1%
3	12	< 0.1%
7	12	< 0.1%
18	7	< 0.1%
19	6	< 0.1%
Other values (8)	16	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	309127	99.4%
1	124	< 0.1%
2	1633	0.5%
3	12	< 0.1%
4	54	< 0.1%
5	24	< 0.1%
6	14	< 0.1%
7	12	< 0.1%
10	2	< 0.1%
11	1	< 0.1%

Value	Count	Frequency (%)
101	1	< 0.1%
30	2	< 0.1%
24	3	< 0.1%
22	4	< 0.1%
19	6	< 0.1%
18	7	< 0.1%
15	1	< 0.1%
14	2	< 0.1%
11	1	< 0.1%
10	2	< 0.1%

num_failed_logins
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	17.2 MiB

0	310307
1	716
3	3
4	2
2	1

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	310307	99.8%
1	716	0.2%
3	3	< 0.1%
4	2	< 0.1%
2	1	< 0.1%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0	310307	99.8%
1	716	0.2%
3	3	< 0.1%
4	2	< 0.1%
2	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

logged_in
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	17.2 MiB

0	257384
1	53645

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	257384	82.8%
1	53645	17.2%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0	257384	82.8%
1	53645	17.2%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

num_compromised
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
SKEWED
ZEROS

Distinct	24
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.01124332458

Minimum	0
Maximum	796
Zeros	309911
Zeros (%)	99.6%
Negative	0
Negative (%)	0.0%
Memory size	2.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	796
Range	796
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.958324881
Coefficient of variation (CV)	174.1766741
Kurtosis	122995.6495
Mean	0.01124332458
Median Absolute Deviation (MAD)	0
Skewness	339.3717648
Sum	3497
Variance	3.835036338
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
0	309911	99.6%
1	1063	0.3%
2	13	< 0.1%
3	7	< 0.1%
4	5	< 0.1%
8	4	< 0.1%
7	3	< 0.1%
6	3	< 0.1%
5	3	< 0.1%
49	2	< 0.1%
Other values (14)	15	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	309911	99.6%
1	1063	0.3%
2	13	< 0.1%
3	7	< 0.1%
4	5	< 0.1%
5	3	< 0.1%
6	3	< 0.1%
7	3	< 0.1%
8	4	< 0.1%
9	1	< 0.1%

Value	Count	Frequency (%)
796	1	< 0.1%
611	1	< 0.1%
381	1	< 0.1%
165	1	< 0.1%
57	1	< 0.1%
49	2	< 0.1%
36	1	< 0.1%
25	1	< 0.1%
23	1	< 0.1%
16	1	< 0.1%

root_shell
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	17.2 MiB

0	310967
1	62

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	310967	> 99.9%
1	62	< 0.1%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0	310967	> 99.9%
1	62	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

su_attempted
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	17.2 MiB

0	311024
1	3
2	2

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	311024	> 99.9%
1	3	< 0.1%
2	2	< 0.1%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0	311024	> 99.9%
1	3	< 0.1%
2	2	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

num_root
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
SKEWED
ZEROS

Distinct	21
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.008359349128

Minimum	0
Maximum	878
Zeros	310972
Zeros (%)	> 99.9%
Negative	0
Negative (%)	0.0%
Memory size	2.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	878
Range	878
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2.165196054
Coefficient of variation (CV)	259.0149091
Kurtosis	122929.3633
Mean	0.008359349128
Median Absolute Deviation (MAD)	0
Skewness	338.8591352
Sum	2600
Variance	4.688073954
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
0	310972	> 99.9%
1	21	< 0.1%
3	7	< 0.1%
4	6	< 0.1%
2	5	< 0.1%
8	2	< 0.1%
7	2	< 0.1%
23	1	< 0.1%
684	1	< 0.1%
401	1	< 0.1%
Other values (11)	11	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	310972	> 99.9%
1	21	< 0.1%
2	5	< 0.1%
3	7	< 0.1%
4	6	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	2	< 0.1%
8	2	< 0.1%
9	1	< 0.1%

Value	Count	Frequency (%)
878	1	< 0.1%
684	1	< 0.1%
401	1	< 0.1%
173	1	< 0.1%
145	1	< 0.1%
51	1	< 0.1%
45	1	< 0.1%
31	1	< 0.1%
26	1	< 0.1%
23	1	< 0.1%

num_file_creations
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
SKEWED
ZEROS

Distinct	12
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0009581100155

Minimum	0
Maximum	100
Zeros	310944
Zeros (%)	> 99.9%
Negative	0
Negative (%)	0.0%
Memory size	2.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	100
Range	100
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.1931185118
Coefficient of variation (CV)	201.5619382
Kurtosis	233151.1115
Mean	0.0009581100155
Median Absolute Deviation (MAD)	0
Skewness	460.8670439
Sum	298
Variance	0.03729475958
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
0	310944	> 99.9%
1	51	< 0.1%
2	15	< 0.1%
4	6	< 0.1%
3	5	< 0.1%
5	2	< 0.1%
30	1	< 0.1%
12	1	< 0.1%
6	1	< 0.1%
100	1	< 0.1%
Other values (2)	2	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	310944	> 99.9%
1	51	< 0.1%
2	15	< 0.1%
3	5	< 0.1%
4	6	< 0.1%
5	2	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
12	1	< 0.1%
13	1	< 0.1%

Value	Count	Frequency (%)
100	1	< 0.1%
30	1	< 0.1%
13	1	< 0.1%
12	1	< 0.1%
7	1	< 0.1%
6	1	< 0.1%
5	2	< 0.1%
4	6	< 0.1%
3	5	< 0.1%
2	15	< 0.1%

num_shells
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	17.2 MiB

0	311010
1	15
2	3
5	1

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	311010	> 99.9%
1	15	< 0.1%
2	3	< 0.1%
5	1	< 0.1%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0	311010	> 99.9%
1	15	< 0.1%
2	3	< 0.1%
5	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

num_access_files
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	17.2 MiB

0	310800
1	221
2	6
4	1
3	1

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	< 0.1%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	310800	99.9%
1	221	0.1%
2	6	< 0.1%
4	1	< 0.1%
3	1	< 0.1%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0	310800	99.9%
1	221	0.1%
2	6	< 0.1%
4	1	< 0.1%
3	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

num_outbound_cmds
Categorical

CONSTANT
HIGH CORRELATION
REJECTED

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	17.2 MiB

0	311029

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	311029	100.0%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0	311029	100.0%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

is_host_login
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	17.2 MiB

0	311017
1	12

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	311017	> 99.9%
1	12	< 0.1%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0	311017	> 99.9%
1	12	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

is_guest_login
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	17.2 MiB

0	310275
1	754

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	310275	99.8%
1	754	0.2%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0	310275	99.8%
1	754	0.2%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

count
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	502
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	269.2470188

Minimum	0
Maximum	511
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	2.4 MiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	17
median	212
Q3	511
95-th percentile	511
Maximum	511
Range	511
Interquartile range (IQR)	494

Descriptive statistics

Standard deviation	219.8344117
Coefficient of variation (CV)	0.8164785362
Kurtosis	-1.76974478
Mean	269.2470188
Median Absolute Deviation (MAD)	211
Skewness	0.03577259576
Sum	83743631
Variance	48327.16859
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
511	102396	32.9%
1	29935	9.6%
510	19852	6.4%
2	14481	4.7%
3	8309	2.7%
509	7814	2.5%
4	5132	1.7%
5	2854	0.9%
6	2204	0.7%
7	2097	0.7%
Other values (492)	115955	37.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	29935	9.6%
2	14481	4.7%
3	8309	2.7%
4	5132	1.7%
5	2854	0.9%
6	2204	0.7%
7	2097	0.7%
8	1886	0.6%
9	1741	0.6%

Value	Count	Frequency (%)
511	102396	32.9%
510	19852	6.4%
509	7814	2.5%
508	1839	0.6%
507	380	0.1%
506	118	< 0.1%
505	27	< 0.1%
504	61	< 0.1%
503	30	< 0.1%
502	4	< 0.1%

srv_count
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	471
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	235.5800392

Minimum	0
Maximum	511
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	2.4 MiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	7
median	126
Q3	511
95-th percentile	511
Maximum	511
Range	511
Interquartile range (IQR)	504

Descriptive statistics

Standard deviation	239.3080275
Coefficient of variation (CV)	1.015824721
Kurtosis	-1.874901796
Mean	235.5800392
Median Absolute Deviation (MAD)	125
Skewness	0.2345783049
Sum	73272224
Variance	57268.33204
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
511	101997	32.8%
1	30852	9.9%
510	19750	6.3%
2	17243	5.5%
3	11162	3.6%
509	7632	2.5%
4	7502	2.4%
5	5488	1.8%
6	5319	1.7%
7	5201	1.7%
Other values (461)	98883	31.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	30852	9.9%
2	17243	5.5%
3	11162	3.6%
4	7502	2.4%
5	5488	1.8%
6	5319	1.7%
7	5201	1.7%
8	5077	1.6%
9	4539	1.5%

Value	Count	Frequency (%)
511	101997	32.8%
510	19750	6.3%
509	7632	2.5%
508	1752	0.6%
507	278	0.1%
506	115	< 0.1%
505	16	< 0.1%
504	58	< 0.1%
503	20	< 0.1%
502	2	< 0.1%

serror_rate
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	94
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.05921528218

Minimum	0
Maximum	1
Zeros	289894
Zeros (%)	93.2%
Negative	0
Negative (%)	0.0%
Memory size	2.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.2338732464
Coefficient of variation (CV)	3.949542041
Kurtosis	12.08968864
Mean	0.05921528218
Median Absolute Deviation (MAD)	0
Skewness	3.747182579
Sum	18417.67
Variance	0.05469669539
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	289894	93.2%
1	17741	5.7%
0.05	368	0.1%
0.04	311	0.1%
0.01	231	0.1%
0.03	230	0.1%
0.06	221	0.1%
0.02	216	0.1%
0.07	160	0.1%
0.08	131	< 0.1%
Other values (84)	1526	0.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	289894	93.2%
0.01	231	0.1%
0.02	216	0.1%
0.03	230	0.1%
0.04	311	0.1%
0.05	368	0.1%
0.06	221	0.1%
0.07	160	0.1%
0.08	131	< 0.1%
0.09	131	< 0.1%

Value	Count	Frequency (%)
1	17741	5.7%
0.92	2	< 0.1%
0.91	6	< 0.1%
0.9	9	< 0.1%
0.89	12	< 0.1%
0.88	14	< 0.1%
0.87	14	< 0.1%
0.86	20	< 0.1%
0.85	29	< 0.1%
0.84	17	< 0.1%

srv_serror_rate
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	93
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.05919322636

Minimum	0
Maximum	1
Zeros	291623
Zeros (%)	93.8%
Negative	0
Negative (%)	0.0%
Memory size	2.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.2348175974
Coefficient of variation (CV)	3.966967368
Kurtosis	12.01655228
Mean	0.05919322636
Median Absolute Deviation (MAD)	0
Skewness	3.739833612
Sum	18410.81
Variance	0.05513930404
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	291623	93.8%
1	17984	5.8%
0.03	116	< 0.1%
0.02	80	< 0.1%
0.06	70	< 0.1%
0.04	69	< 0.1%
0.05	57	< 0.1%
0.33	56	< 0.1%
0.5	49	< 0.1%
0.25	47	< 0.1%
Other values (83)	878	0.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	291623	93.8%
0.01	27	< 0.1%
0.02	80	< 0.1%
0.03	116	< 0.1%
0.04	69	< 0.1%
0.05	57	< 0.1%
0.06	70	< 0.1%
0.07	43	< 0.1%
0.08	45	< 0.1%
0.09	28	< 0.1%

Value	Count	Frequency (%)
1	17984	5.8%
0.95	7	< 0.1%
0.94	13	< 0.1%
0.93	5	< 0.1%
0.92	13	< 0.1%
0.91	6	< 0.1%
0.9	9	< 0.1%
0.89	9	< 0.1%
0.88	12	< 0.1%
0.87	8	< 0.1%

rerror_rate
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	94
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1425852573

Minimum	0
Maximum	1
Zeros	265596
Zeros (%)	85.4%
Negative	0
Negative (%)	0.0%
Memory size	2.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.3475638316
Coefficient of variation (CV)	2.437586032
Kurtosis	2.18529726
Mean	0.1425852573
Median Absolute Deviation (MAD)	0
Skewness	2.041785469
Sum	44348.15
Variance	0.1208006171
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	265596	85.4%
1	41490	13.3%
0.95	362	0.1%
0.96	274	0.1%
0.25	240	0.1%
0.33	226	0.1%
0.98	221	0.1%
0.97	221	0.1%
0.99	205	0.1%
0.94	181	0.1%
Other values (84)	2013	0.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	265596	85.4%
0.08	2	< 0.1%
0.09	6	< 0.1%
0.1	11	< 0.1%
0.11	16	< 0.1%
0.12	16	< 0.1%
0.13	13	< 0.1%
0.14	20	< 0.1%
0.15	28	< 0.1%
0.16	17	< 0.1%

Value	Count	Frequency (%)
1	41490	13.3%
0.99	205	0.1%
0.98	221	0.1%
0.97	221	0.1%
0.96	274	0.1%
0.95	362	0.1%
0.94	181	0.1%
0.93	164	0.1%
0.92	132	< 0.1%
0.91	134	< 0.1%

srv_rerror_rate
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	97
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1422476361

Minimum	0
Maximum	1
Zeros	266116
Zeros (%)	85.6%
Negative	0
Negative (%)	0.0%
Memory size	2.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.3482328548
Coefficient of variation (CV)	2.448074811
Kurtosis	2.205781393
Mean	0.1422476361
Median Absolute Deviation (MAD)	0
Skewness	2.048369702
Sum	44243.14
Variance	0.1212661211
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	266116	85.6%
1	43449	14.0%
0.5	139	< 0.1%
0.33	86	< 0.1%
0.97	77	< 0.1%
0.67	75	< 0.1%
0.25	53	< 0.1%
0.98	50	< 0.1%
0.2	41	< 0.1%
0.75	39	< 0.1%
Other values (87)	904	0.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	266116	85.6%
0.02	5	< 0.1%
0.03	8	< 0.1%
0.04	9	< 0.1%
0.05	12	< 0.1%
0.06	16	< 0.1%
0.07	15	< 0.1%
0.08	20	< 0.1%
0.09	9	< 0.1%
0.1	17	< 0.1%

Value	Count	Frequency (%)
1	43449	14.0%
0.98	50	< 0.1%
0.97	77	< 0.1%
0.96	21	< 0.1%
0.95	22	< 0.1%
0.94	37	< 0.1%
0.93	18	< 0.1%
0.92	17	< 0.1%
0.91	13	< 0.1%
0.9	20	< 0.1%

same_srv_rate
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	79
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.8156535243

Minimum	0
Maximum	1
Zeros	2902
Zeros (%)	0.9%
Negative	0
Negative (%)	0.0%
Memory size	2.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0.03
Q1	1
median	1
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.3716048413
Coefficient of variation (CV)	0.4555915352
Kurtosis	0.3870813182
Mean	0.8156535243
Median Absolute Deviation (MAD)	0
Skewness	-1.536177436
Sum	253691.9
Variance	0.1380901581
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	248870	80.0%
0.06	6037	1.9%
0.05	5723	1.8%
0.07	5435	1.7%
0.03	5410	1.7%
0.04	5282	1.7%
0.01	5123	1.6%
0.02	5099	1.6%
0.08	3383	1.1%
0	2902	0.9%
Other values (69)	17765	5.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2902	0.9%
0.01	5123	1.6%
0.02	5099	1.6%
0.03	5410	1.7%
0.04	5282	1.7%
0.05	5723	1.8%
0.06	6037	1.9%
0.07	5435	1.7%
0.08	3383	1.1%
0.09	2654	0.9%

Value	Count	Frequency (%)
1	248870	80.0%
0.99	96	< 0.1%
0.98	14	< 0.1%
0.97	5	< 0.1%
0.96	3	< 0.1%
0.95	3	< 0.1%
0.94	3	< 0.1%
0.93	4	< 0.1%
0.92	8	< 0.1%
0.91	2	< 0.1%

diff_srv_rate
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	100
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.02444656286

Minimum	0
Maximum	1
Zeros	248855
Zeros (%)	80.0%
Negative	0
Negative (%)	0.0%
Memory size	2.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0.07
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.1070606722
Coefficient of variation (CV)	4.379375245
Kurtosis	68.5477176
Mean	0.02444656286
Median Absolute Deviation (MAD)	0
Skewness	8.080886973
Sum	7603.59
Variance	0.01146198754
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	248855	80.0%
0.06	29995	9.6%
0.07	17898	5.8%
0.08	3211	1.0%
0.05	3196	1.0%
1	2906	0.9%
0.09	1829	0.6%
0.1	681	0.2%
0.67	357	0.1%
0.5	264	0.1%
Other values (90)	1837	0.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	248855	80.0%
0.01	59	< 0.1%
0.02	44	< 0.1%
0.03	16	< 0.1%
0.04	6	< 0.1%
0.05	3196	1.0%
0.06	29995	9.6%
0.07	17898	5.8%
0.08	3211	1.0%
0.09	1829	0.6%

Value	Count	Frequency (%)
1	2906	0.9%
0.99	5	< 0.1%
0.98	35	< 0.1%
0.97	62	< 0.1%
0.96	33	< 0.1%
0.95	3	< 0.1%
0.94	6	< 0.1%
0.93	4	< 0.1%
0.92	3	< 0.1%
0.91	5	< 0.1%

srv_diff_host_rate
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	87
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.02534905105

Minimum	0
Maximum	1
Zeros	288817
Zeros (%)	92.9%
Negative	0
Negative (%)	0.0%
Memory size	2.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0.13
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.1252313346
Coefficient of variation (CV)	4.940277028
Kurtosis	42.12247471
Mean	0.02534905105
Median Absolute Deviation (MAD)	0
Skewness	6.294879543
Sum	7884.29
Variance	0.01568288717
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	288817	92.9%
1	3330	1.1%
0.12	1093	0.4%
0.67	1073	0.3%
0.5	992	0.3%
0.33	880	0.3%
0.1	844	0.3%
0.11	839	0.3%
0.25	798	0.3%
0.17	733	0.2%
Other values (77)	11630	3.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	288817	92.9%
0.01	306	0.1%
0.02	151	< 0.1%
0.03	84	< 0.1%
0.04	152	< 0.1%
0.05	336	0.1%
0.06	470	0.2%
0.07	622	0.2%
0.08	675	0.2%
0.09	693	0.2%

Value	Count	Frequency (%)
1	3330	1.1%
0.96	4	< 0.1%
0.95	7	< 0.1%
0.94	6	< 0.1%
0.93	3	< 0.1%
0.92	9	< 0.1%
0.91	10	< 0.1%
0.9	4	< 0.1%
0.89	12	< 0.1%
0.88	9	< 0.1%

dst_host_count
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	256
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	235.282681

Minimum	0
Maximum	255
Zeros	2
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	2.4 MiB

Quantile statistics

Minimum	0
5-th percentile	42
Q1	255
median	255
Q3	255
95-th percentile	255
Maximum	255
Range	255
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	60.9132982
Coefficient of variation (CV)	0.258894101
Kurtosis	7.309341114
Mean	235.282681
Median Absolute Deviation (MAD)	0
Skewness	-2.978740705
Sum	73179737
Variance	3710.429897
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
255	277190	89.1%
1	1293	0.4%
2	865	0.3%
3	737	0.2%
4	716	0.2%
5	597	0.2%
6	548	0.2%
8	520	0.2%
7	483	0.2%
9	458	0.1%
Other values (246)	27622	8.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2	< 0.1%
1	1293	0.4%
2	865	0.3%
3	737	0.2%
4	716	0.2%
5	597	0.2%
6	548	0.2%
7	483	0.2%
8	520	0.2%
9	458	0.1%

Value	Count	Frequency (%)
255	277190	89.1%
254	36	< 0.1%
253	39	< 0.1%
252	47	< 0.1%
251	34	< 0.1%
250	47	< 0.1%
249	44	< 0.1%
248	44	< 0.1%
247	41	< 0.1%
246	33	< 0.1%

dst_host_srv_count
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	256
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	199.1939144

Minimum	0
Maximum	255
Zeros	2
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	2.4 MiB

Quantile statistics

Minimum	0
5-th percentile	4
Q1	244
median	255
Q3	255
95-th percentile	255
Maximum	255
Range	255
Interquartile range (IQR)	11

Descriptive statistics

Standard deviation	100.3064705
Coefficient of variation (CV)	0.5035619225
Kurtosis	-0.2334436373
Mean	199.1939144
Median Absolute Deviation (MAD)	0
Skewness	-1.309420777
Sum	61955084
Variance	10061.38802
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
255	202427	65.1%
254	13552	4.4%
253	6746	2.2%
1	6068	2.0%
3	3373	1.1%
8	3360	1.1%
2	3337	1.1%
6	3261	1.0%
7	3260	1.0%
18	3252	1.0%
Other values (246)	62393	20.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2	< 0.1%
1	6068	2.0%
2	3337	1.1%
3	3373	1.1%
4	3175	1.0%
5	2899	0.9%
6	3261	1.0%
7	3260	1.0%
8	3360	1.1%
9	2886	0.9%

Value	Count	Frequency (%)
255	202427	65.1%
254	13552	4.4%
253	6746	2.2%
252	2021	0.6%
251	1123	0.4%
250	479	0.2%
249	588	0.2%
248	449	0.1%
247	1747	0.6%
246	2908	0.9%

dst_host_same_srv_rate
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	101
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.7934942079

Minimum	0
Maximum	1
Zeros	5710
Zeros (%)	1.8%
Negative	0
Negative (%)	0.0%
Memory size	2.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0.02
Q1	0.97
median	1
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0.03

Descriptive statistics

Standard deviation	0.387089986
Coefficient of variation (CV)	0.4878296302
Kurtosis	0.008421274347
Mean	0.7934942079
Median Absolute Deviation (MAD)	0
Skewness	-1.401265041
Sum	246799.71
Variance	0.1498386573
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	222831	71.6%
0.02	8973	2.9%
0.07	8754	2.8%
0.04	8515	2.7%
0.99	8470	2.7%
0.05	8346	2.7%
0.01	6472	2.1%
0.03	6442	2.1%
0	5710	1.8%
0.06	5495	1.8%
Other values (91)	21021	6.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	5710	1.8%
0.01	6472	2.1%
0.02	8973	2.9%
0.03	6442	2.1%
0.04	8515	2.7%
0.05	8346	2.7%
0.06	5495	1.8%
0.07	8754	2.8%
0.08	3209	1.0%
0.09	114	< 0.1%

Value	Count	Frequency (%)
1	222831	71.6%
0.99	8470	2.7%
0.98	1516	0.5%
0.97	1911	0.6%
0.96	4180	1.3%
0.95	363	0.1%
0.94	180	0.1%
0.93	254	0.1%
0.92	150	< 0.1%
0.91	191	0.1%

dst_host_diff_srv_rate
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	101
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.024952625

Minimum	0
Maximum	1
Zeros	209496
Zeros (%)	67.4%
Negative	0
Negative (%)	0.0%
Memory size	2.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.01
95-th percentile	0.07
Maximum	1
Range	1
Interquartile range (IQR)	0.01

Descriptive statistics

Standard deviation	0.09600330516
Coefficient of variation (CV)	3.847423074
Kurtosis	80.62099477
Mean	0.024952625
Median Absolute Deviation (MAD)	0
Skewness	8.631956643
Sum	7760.99
Variance	0.009216634602
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	209496	67.4%
0.06	27288	8.8%
0.01	25421	8.2%
0.07	15396	5.0%
0.05	9623	3.1%
0.04	5847	1.9%
0.02	3545	1.1%
0.08	3333	1.1%
0.09	2640	0.8%
0.03	2064	0.7%
Other values (91)	6376	2.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	209496	67.4%
0.01	25421	8.2%
0.02	3545	1.1%
0.03	2064	0.7%
0.04	5847	1.9%
0.05	9623	3.1%
0.06	27288	8.8%
0.07	15396	5.0%
0.08	3333	1.1%
0.09	2640	0.8%

Value	Count	Frequency (%)
1	1811	0.6%
0.99	67	< 0.1%
0.98	55	< 0.1%
0.97	20	< 0.1%
0.96	41	< 0.1%
0.95	54	< 0.1%
0.94	78	< 0.1%
0.93	72	< 0.1%
0.92	55	< 0.1%
0.91	33	< 0.1%

dst_host_same_src_port_rate
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	101
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.5479185864

Minimum	0
Maximum	1
Zeros	107423
Zeros (%)	34.5%
Negative	0
Negative (%)	0.0%
Memory size	2.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.491962772
Coefficient of variation (CV)	0.8978756776
Kurtosis	-1.955744256
Mean	0.5479185864
Median Absolute Deviation (MAD)	0
Skewness	-0.1802871667
Sum	170418.57
Variance	0.242027369
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	167127	53.7%
0	107423	34.5%
0.01	16624	5.3%
0.02	4313	1.4%
0.03	2610	0.8%
0.04	1618	0.5%
0.05	1247	0.4%
0.06	1007	0.3%
0.08	724	0.2%
0.07	714	0.2%
Other values (91)	7622	2.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	107423	34.5%
0.01	16624	5.3%
0.02	4313	1.4%
0.03	2610	0.8%
0.04	1618	0.5%
0.05	1247	0.4%
0.06	1007	0.3%
0.07	714	0.2%
0.08	724	0.2%
0.09	457	0.1%

Value	Count	Frequency (%)
1	167127	53.7%
0.99	150	< 0.1%
0.98	36	< 0.1%
0.97	51	< 0.1%
0.96	37	< 0.1%
0.95	51	< 0.1%
0.94	56	< 0.1%
0.93	75	< 0.1%
0.92	28	< 0.1%
0.91	30	< 0.1%

dst_host_srv_diff_host_rate
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
SKEWED
ZEROS

Distinct	58
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.004566230159

Minimum	0
Maximum	1
Zeros	281535
Zeros (%)	90.5%
Negative	0
Negative (%)	0.0%
Memory size	2.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0.03
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.03577328444
Coefficient of variation (CV)	7.834314784
Kurtosis	552.8429196
Mean	0.004566230159
Median Absolute Deviation (MAD)	0
Skewness	21.57807214
Sum	1420.23
Variance	0.00127972788
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	281535	90.5%
0.02	7504	2.4%
0.01	5961	1.9%
0.04	4624	1.5%
0.03	4484	1.4%
0.05	2783	0.9%
0.06	1327	0.4%
0.07	806	0.3%
0.08	293	0.1%
1	266	0.1%
Other values (48)	1446	0.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	281535	90.5%
0.01	5961	1.9%
0.02	7504	2.4%
0.03	4484	1.4%
0.04	4624	1.5%
0.05	2783	0.9%
0.06	1327	0.4%
0.07	806	0.3%
0.08	293	0.1%
0.09	175	0.1%

Value	Count	Frequency (%)
1	266	0.1%
0.8	1	< 0.1%
0.75	3	< 0.1%
0.67	37	< 0.1%
0.62	1	< 0.1%
0.6	6	< 0.1%
0.57	4	< 0.1%
0.56	4	< 0.1%
0.55	4	< 0.1%
0.54	3	< 0.1%

dst_host_serror_rate
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	100
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.05876419884

Minimum	0
Maximum	1
Zeros	287112
Zeros (%)	92.3%
Negative	0
Negative (%)	0.0%
Memory size	2.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.2312955193
Coefficient of variation (CV)	3.935993749
Kurtosis	12.32319989
Mean	0.05876419884
Median Absolute Deviation (MAD)	0
Skewness	3.771039409
Sum	18277.37
Variance	0.05349761724
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	287112	92.3%
1	16921	5.4%
0.01	2027	0.7%
0.02	718	0.2%
0.05	418	0.1%
0.04	334	0.1%
0.03	251	0.1%
0.07	210	0.1%
0.06	173	0.1%
0.33	165	0.1%
Other values (90)	2700	0.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	287112	92.3%
0.01	2027	0.7%
0.02	718	0.2%
0.03	251	0.1%
0.04	334	0.1%
0.05	418	0.1%
0.06	173	0.1%
0.07	210	0.1%
0.08	72	< 0.1%
0.09	76	< 0.1%

Value	Count	Frequency (%)
1	16921	5.4%
0.99	133	< 0.1%
0.98	37	< 0.1%
0.97	41	< 0.1%
0.96	41	< 0.1%
0.95	3	< 0.1%
0.94	2	< 0.1%
0.92	1	< 0.1%
0.91	8	< 0.1%
0.9	3	< 0.1%

dst_host_srv_serror_rate
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	101
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.05879117381

Minimum	0
Maximum	1
Zeros	289809
Zeros (%)	93.2%
Negative	0
Negative (%)	0.0%
Memory size	2.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.2329971147
Coefficient of variation (CV)	3.963130851
Kurtosis	12.15736563
Mean	0.05879117381
Median Absolute Deviation (MAD)	0
Skewness	3.753758323
Sum	18285.76
Variance	0.05428765547
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	289809	93.2%
1	17444	5.6%
0.01	1720	0.6%
0.02	306	0.1%
0.05	63	< 0.1%
0.03	60	< 0.1%
0.5	51	< 0.1%
0.06	48	< 0.1%
0.75	38	< 0.1%
0.8	35	< 0.1%
Other values (91)	1455	0.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	289809	93.2%
0.01	1720	0.6%
0.02	306	0.1%
0.03	60	< 0.1%
0.04	30	< 0.1%
0.05	63	< 0.1%
0.06	48	< 0.1%
0.07	27	< 0.1%
0.08	22	< 0.1%
0.09	10	< 0.1%

Value	Count	Frequency (%)
1	17444	5.6%
0.99	2	< 0.1%
0.98	17	< 0.1%
0.97	6	< 0.1%
0.96	6	< 0.1%
0.95	10	< 0.1%
0.94	16	< 0.1%
0.93	8	< 0.1%
0.92	16	< 0.1%
0.91	8	< 0.1%

dst_host_rerror_rate
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	101
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1426588517

Minimum	0
Maximum	1
Zeros	255123
Zeros (%)	82.0%
Negative	0
Negative (%)	0.0%
Memory size	2.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.3443796896
Coefficient of variation (CV)	2.414008562
Kurtosis	2.241135488
Mean	0.1426588517
Median Absolute Deviation (MAD)	0
Skewness	2.050741506
Sum	44371.04
Variance	0.1185973706
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	255123	82.0%
1	39909	12.8%
0.03	3477	1.1%
0.04	2244	0.7%
0.01	1312	0.4%
0.02	1211	0.4%
0.05	422	0.1%
0.99	392	0.1%
0.95	362	0.1%
0.07	346	0.1%
Other values (91)	6231	2.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	255123	82.0%
0.01	1312	0.4%
0.02	1211	0.4%
0.03	3477	1.1%
0.04	2244	0.7%
0.05	422	0.1%
0.06	331	0.1%
0.07	346	0.1%
0.08	98	< 0.1%
0.09	92	< 0.1%

Value	Count	Frequency (%)
1	39909	12.8%
0.99	392	0.1%
0.98	199	0.1%
0.97	123	< 0.1%
0.96	299	0.1%
0.95	362	0.1%
0.94	160	0.1%
0.93	238	0.1%
0.92	60	< 0.1%
0.91	91	< 0.1%

dst_host_srv_rerror_rate
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	100
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1416933469

Minimum	0
Maximum	1
Zeros	262774
Zeros (%)	84.5%
Negative	0
Negative (%)	0.0%
Memory size	2.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.3465732718
Coefficient of variation (CV)	2.445938919
Kurtosis	2.255712699
Mean	0.1416933469
Median Absolute Deviation (MAD)	0
Skewness	2.05870432
Sum	44070.74
Variance	0.1201130327
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	262774	84.5%
1	42913	13.8%
0.02	847	0.3%
0.01	790	0.3%
0.03	378	0.1%
0.05	360	0.1%
0.04	341	0.1%
0.07	246	0.1%
0.06	238	0.1%
0.98	91	< 0.1%
Other values (90)	2051	0.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	262774	84.5%
0.01	790	0.3%
0.02	847	0.3%
0.03	378	0.1%
0.04	341	0.1%
0.05	360	0.1%
0.06	238	0.1%
0.07	246	0.1%
0.08	65	< 0.1%
0.09	42	< 0.1%

Value	Count	Frequency (%)
1	42913	13.8%
0.98	91	< 0.1%
0.97	56	< 0.1%
0.96	13	< 0.1%
0.95	19	< 0.1%
0.94	23	< 0.1%
0.93	10	< 0.1%
0.92	9	< 0.1%
0.91	6	< 0.1%
0.9	12	< 0.1%

deu_ruim_ou_nao
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	18.0 MiB

DoS	229853
normal	60593
R2L	13781
Probe	4166
U2R	2636

Length

Max length	6
Median length	3
Mean length	3.611232393
Min length	3

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	normal
2nd row	normal
3rd row	normal
4th row	R2L
5th row	R2L

Common Values

Value	Count	Frequency (%)
DoS	229853	73.9%
normal	60593	19.5%
R2L	13781	4.4%
Probe	4166	1.3%
U2R	2636	0.8%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
dos	229853	73.9%
normal	60593	19.5%
r2l	13781	4.4%
probe	4166	1.3%
u2r	2636	0.8%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	protocol_type	service	flag	src_bytes	dst_bytes	logged_in	count	srv_count	same_srv_rate	diff_srv_rate	dst_host_count	dst_host_srv_count	dst_host_same_srv_rate	dst_host_diff_srv_rate	dst_host_same_src_port_rate	dst_host_srv_diff_host_rate	deu_ruim_ou_nao
0	udp	private	SF	105	146	0	1	1	1.0	0.0	255	254	1.00	0.01	0.00	0.00	normal
1	udp	private	SF	105	146	0	1	1	1.0	0.0	255	254	1.00	0.01	0.00	0.00	normal
2	udp	private	SF	105	146	0	1	1	1.0	0.0	255	254	1.00	0.01	0.00	0.00	normal
3	udp	private	SF	105	146	0	2	2	1.0	0.0	255	254	1.00	0.01	0.00	0.00	R2L
4	udp	private	SF	105	146	0	2	2	1.0	0.0	255	254	1.00	0.01	0.01	0.00	R2L
5	udp	private	SF	105	146	0	2	2	1.0	0.0	255	255	1.00	0.00	0.01	0.00	R2L
6	udp	domain_u	SF	29	0	0	2	1	0.5	1.0	10	3	0.30	0.30	0.30	0.00	normal
7	udp	private	SF	105	146	0	1	1	1.0	0.0	255	253	0.99	0.01	0.00	0.00	normal
8	udp	private	SF	105	146	0	2	2	1.0	0.0	255	254	1.00	0.01	0.00	0.00	R2L
9	tcp	http	SF	223	185	1	4	4	1.0	0.0	71	255	1.00	0.00	0.01	0.01	normal

Last rows

	protocol_type	service	flag	src_bytes	dst_bytes	count	srv_count	same_srv_rate	dst_host_count	dst_host_srv_count	dst_host_same_srv_rate	dst_host_same_src_port_rate	deu_ruim_ou_nao
311019	udp	private	SF	105	105	1	1	1.0	255	255	1.0	0.00	R2L
311020	udp	private	SF	105	105	3	3	1.0	255	255	1.0	0.00	normal
311021	udp	private	SF	105	105	1	1	1.0	255	255	1.0	0.00	R2L
311022	udp	private	SF	105	105	3	3	1.0	255	255	1.0	0.00	normal
311023	udp	private	SF	105	105	1	1	1.0	255	255	1.0	0.00	R2L
311024	udp	private	SF	105	147	2	2	1.0	255	255	1.0	0.01	normal
311025	udp	private	SF	105	147	4	4	1.0	255	255	1.0	0.01	normal
311026	udp	private	SF	105	147	2	2	1.0	255	255	1.0	0.01	normal
311027	udp	private	SF	105	147	4	4	1.0	255	255	1.0	0.01	normal
311028	udp	private	SF	105	147	2	2	1.0	255	255	1.0	0.01	normal

Most frequently occurring

	protocol_type	service	flag	src_bytes	dst_bytes	count	srv_count	same_srv_rate	dst_host_count	dst_host_srv_count	dst_host_same_srv_rate	dst_host_diff_srv_rate	dst_host_same_src_port_rate	deu_ruim_ou_nao	# duplicates
358	icmp	ecr_i	SF	1032	0	511	511	1.0	255	255	1.00	0.00	1.0	DoS	56608
96	icmp	ecr_i	SF	520	0	511	511	1.0	255	255	1.00	0.00	1.0	DoS	38572
356	icmp	ecr_i	SF	1032	0	510	510	1.0	255	255	1.00	0.00	1.0	DoS	13367
89	icmp	ecr_i	SF	508	0	511	511	1.0	255	255	1.00	0.00	1.0	DoS	6114
95	icmp	ecr_i	SF	520	0	510	510	1.0	255	255	1.00	0.00	1.0	DoS	5960
352	icmp	ecr_i	SF	1032	0	509	509	1.0	255	255	1.00	0.00	1.0	DoS	4619
94	icmp	ecr_i	SF	520	0	509	509	1.0	255	255	1.00	0.00	1.0	DoS	2845
10381	udp	private	SF	105	0	1	1	1.0	255	253	0.99	0.01	0.0	normal	2450
10468	udp	private	SF	105	146	1	1	1.0	255	254	1.00	0.01	0.0	R2L	1396
10490	udp	private	SF	105	146	2	2	1.0	255	254	1.00	0.01	0.0	normal	1354

Overview

Variables

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block